Title :
Optimizing ATM network throughput based on virtual path concept by using genetic algorithm
Author :
Tanterdtid, Surat ; Steanputtangaul, W. ; Benjapolakul, Watit
Author_Institution :
Dept. of Electr. Eng., Chulalongkorn Univ., Bangkok, Thailand
Abstract :
The article proposes the application of genetic algorithms (GA) for optimizing an asynchronous transfer mode (ATM) network throughput based on the virtual path concept. The M/M/1/K queueing model is used to formulate the throughput of ATM networks which we want to optimize. We show the simple coding method in which each chromosome in the genetic model is represented as the part of each ATM* node pair. Also, the concept of past solution is used for periodical changes of traffic, in order to reduce calculation time. The numerical results show that, by our proposed method, we can obtain the optimum configuration of the ATM network which maximizes the network throughput
Keywords :
asynchronous transfer mode; genetic algorithms; queueing theory; telecommunication computing; virtual reality; ATM network throughput optimization; M/M/1/K queueing model; asynchronous transfer mode; chromosome; coding method; genetic algorithm; optimum configuration; virtual path concept; Asynchronous transfer mode; B-ISDN; Biological cells; Genetic algorithms; Packet switching; Switches; Switching circuits; Telecommunication traffic; Throughput; Traffic control;
Conference_Titel :
Intelligent Processing Systems, 1997. ICIPS '97. 1997 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-4253-4
DOI :
10.1109/ICIPS.1997.669318